Parameterized quantum circuits as machine learning models

18 June 2019

Papers citing "Parameterized quantum circuits as machine learning models"

50 / 249 papers shown

Title
Distributed Quantum Neural Networks on Distributed Photonic Quantum Computing Kuan-Cheng Chen Chen-Yu Liu Yu Shang Felix Burt Kin K Leung 39 0 0 13 May 2025
HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems Ibne Farabi Shihab Sanjeda Akter Anuj Sharma 34 0 0 06 May 2025
Quantum-Enhanced Reinforcement Learning for Power Grid Security Assessment Benjamin M. Peter Mert Korkali 24 0 0 19 Apr 2025
Quantum Walks-Based Adaptive Distribution Generation with Efficient CUDA-Q Acceleration Yen-Jui Chang Wei-Ting Wang Chen-Yu Liu Yun-Yuan Wang Ching-Ray Chang 27 0 0 18 Apr 2025
Predictive control of blast furnace temperature in steelmaking with hybrid depth-infused quantum neural networks Nayoung Lee Minsoo Shin Asel Sagingalieva Ayush Joshi Tripathi Karan Pinto Alexey A. Melnikov AI4CE 34 1 0 16 Apr 2025
HQViT: Hybrid Quantum Vision Transformer for Image Classification Hui Zhang Qinglin Zhao Mengchu Zhou Li Feng ViT 31 2 0 03 Apr 2025
HQCC: A Hybrid Quantum-Classical Classifier with Adaptive Structure Ren-Xin Zhao Xinze Tong Shi Wang 39 0 0 02 Apr 2025
Quantum Complex-Valued Self-Attention Model Fu Chen Qinglin Zhao Li Feng Longfei Tang Yangbin Lin Haitao Huang MQ 54 0 0 24 Mar 2025
Benign Overfitting with Quantum Kernels Joachim Tomasi S. Anthoine Hachem Kadri 42 0 0 21 Mar 2025
HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction Prashant Kumar Choudhary Nouhaila Innan Muhammad Shafique Rajeev Singh AIFin 54 0 0 19 Mar 2025
QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution Siddhant Dutta Nouhaila Innan Khadijeh Najafi Sadok Ben Yahia Muhammad Shafique 58 0 0 11 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 50 60 0 20 Feb 2025
Manifold learning and optimization using tangent space proxies Ryan A. Robinett Lorenzo Orecchia Samantha J. Riesenfeld 35 0 0 22 Jan 2025
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise Bikram Khanal Pablo Rivas 82 0 0 16 Dec 2024
Regression and Classification with Single-Qubit Quantum Neural Networks Leandro C. Souza Bruno C. Guingo Gilson Giraldi Renato Portugal 80 1 0 12 Dec 2024
Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits Jun Qi Chao-Han Huck Yang Samuel Yen-Chi Chen Pin-Yu Chen Hector Zenil Jesper Tegner 26 0 0 13 Nov 2024
Expressivity of deterministic quantum computation with one qubit Yujin Kim Daniel K. Park 24 0 0 05 Nov 2024
A Coverage-Guided Testing Framework for Quantum Neural Networks Minqi Shao Jianjun Zhao AAML 26 1 0 03 Nov 2024
Quantum Convolutional Neural Network: A Hybrid Quantum-Classical Approach for Iris Dataset Classification S. M. Yousuf Iqbal Tomal Abdullah Al Shafin Afrida Afaf Debojit Bhattacharjee 22 1 0 21 Oct 2024
Generalization Error Bound for Quantum Machine Learning in NISQ Era -- A Survey Bikram Khanal Pablo Rivas Arun Sanjel Korn Sooksatra Ernesto Quevedo Alejandro Rodriguez 26 2 0 11 Sep 2024
Training quantum machine learning models on cloud without uploading the data Guang Ping He 22 0 0 06 Sep 2024
Quantum Algorithms for Compositional Text Processing Tuomas Laakkonen K. Meichanetzidis Bob Coecke CoGe 28 1 0 12 Aug 2024
Hierarchical Quantum Control Gates for Functional MRI Understanding Xuan-Bac Nguyen Hoang-Quan Nguyen Hugh Churchill Samee U. Khan Khoa Luu 38 3 0 07 Aug 2024
A Scalable Quantum Non-local Neural Network for Image Classification Sparsh Gupta Debanjan Konar Vaneet Aggarwal 25 0 0 26 Jul 2024
Reinforcement learning-based architecture search for quantum machine learning Frederic Rapp D. Kreplin Marco F. Huber M. Roth AI4CE 27 5 0 04 Jun 2024
Diffusion-Inspired Quantum Noise Mitigation in Parameterized Quantum Circuits Hoang-Quan Nguyen Xuan-Bac Nguyen Samuel Yen-Chi Chen Hugh Churchill Nicholas Borys Samee U. Khan Khoa Luu DiffM 37 5 0 02 Jun 2024
Training-efficient density quantum machine learning Brian Coyle El Amine Cherrat Nishant Jain Natansh Mathur Snehal Raj Skander Kazdaghli Iordanis Kerenidis 39 5 0 30 May 2024
Quantum Visual Feature Encoding Revisited Xuan-Bac Nguyen Hoang-Quan Nguyen Hugh Churchill Samee U. Khan Khoa Luu 22 9 0 30 May 2024
QClusformer: A Quantum Transformer-based Framework for Unsupervised Visual Clustering Xuan-Bac Nguyen Hoang-Quan Nguyen Samuel Yen-Chi Chen Samee U. Khan Hugh Churchill Khoa Luu 27 11 0 30 May 2024
Separable Power of Classical and Quantum Learning Protocols Through the Lens of No-Free-Lunch Theorem Xinbiao Wang Yuxuan Du Kecheng Liu Yong Luo Bo Du Dacheng Tao 25 1 0 12 May 2024
Permutation-equivariant quantum convolutional neural networks Sreetama Das Filippo Caruso 41 2 0 28 Apr 2024
Quantum Adjoint Convolutional Layers for Effective Data Representation Ren-Xin Zhao Shi Wang Yaonan Wang 16 0 0 26 Apr 2024
A Modified Depolarization Approach for Efficient Quantum Machine Learning Bikram Khanal Pablo Rivas 26 3 0 10 Apr 2024
Efficient Quantum Circuits for Machine Learning Activation Functions including Constant T-depth ReLU Wei Zi Siyi Wang Hyunji Kim Xiaoming Sun Anupam Chattopadhyay P. Rebentrost 21 2 0 09 Apr 2024
Optimizing Quantum Convolutional Neural Network Architectures for Arbitrary Data Dimension Changwon Lee Israel F. Araujo Dongha Kim Junghan Lee Siheon Park Ju-Young Ryu Daniel K. Park 24 1 0 28 Mar 2024
Measuring Quantum Information Leakage Under Detection Threat F. Farokhi Sejeong Kim 27 1 0 18 Mar 2024
Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series Junggu Choi Tak Hur Daniel K. Park Na-Young Shin Seung-Koo Lee Hakbae Lee Sanghoon Han 22 0 0 16 Mar 2024
Parameterized quantum comb and simpler circuits for reversing unknown qubit-unitary operations Yin Mo Lei Zhang Yuanyi Chen Yingjian Liu Tengxiang Lin Xin Wang 37 3 0 06 Mar 2024
Hybrid Quantum Neural Network Advantage for Radar-Based Drone Detection and Classification in Low Signal-to-Noise Ratio Aiswariya Sweety Malarvanan 28 0 0 04 Mar 2024
Spectral invariance and maximality properties of the frequency spectrum of quantum neural networks Patrick Holzer Ivica Turkalj 22 1 0 22 Feb 2024
QuanTest: Entanglement-Guided Testing of Quantum Neural Network Systems Jinjing Shi Zimeng Xiao Heyuan Shi Yu Jiang Xuelong Li AAML 36 2 0 20 Feb 2024
Generating Universal Adversarial Perturbations for Quantum Classifiers Gautham Anil Vishnu Vinod Apurva Narayan AAML 19 4 0 13 Feb 2024
Variational Quantum Circuits Enhanced Generative Adversarial Network Runqiu Shu Xusheng Xu Manhong Yung Wei Cui GAN 19 2 0 02 Feb 2024
Quantum Architecture Search with Unsupervised Representation Learning Yize Sun Zixin Wu Yunpu Ma Volker Tresp 30 7 0 21 Jan 2024
Learning shallow quantum circuits Hsin-Yuan Huang Yunchao Liu Michael Broughton Isaac Kim Anurag Anshu Zeph Landau Jarrod R. McClean 25 26 0 18 Jan 2024
Élivágar: Efficient Quantum Circuit Search for Classification Sashwat Anagolum Narges Alavisamani Poulami Das Moinuddin K. Qureshi Eric Kessler Yunong Shi 34 14 0 17 Jan 2024
Predominant Aspects on Security for Quantum Machine Learning: Literature Review Nicola Franco Alona Sakhnenko Leon Stolpmann Daniel Thuerck Fabian Petsch Annika Rüll J. M. Lorenz 23 9 0 15 Jan 2024
QuantumSEA: In-Time Sparse Exploration for Noise Adaptive Quantum Circuits Tianlong Chen Zhenyu (Allen) Zhang Hanrui Wang Jiaqi Gu Zi-Chen Li David Z. Pan Frederic T. Chong Song Han Zhangyang Wang 29 0 0 10 Jan 2024
Federated Quantum Long Short-term Memory (FedQLSTM) Mahdi Chehimi Samuel Yen-Chi Chen Walid Saad Shinjae Yoo FedML 29 16 0 21 Dec 2023
The role of data embedding in equivariant quantum convolutional neural networks Sreetama Das Stefano Martina Filippo Caruso 19 5 0 20 Dec 2023